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Complete f-moment convergence for weighted sums of asymptotically almost negatively associated random variables and its application in semiparametric regression models.

Authors :
Lang, Junjun
Qi, Jibing
Zhang, Fei
Wang, Xuejun
Source :
Stochastics: An International Journal of Probability & Stochastic Processes; Dec2023, Vol. 95 Issue 8, p1510-1535, 26p
Publication Year :
2023

Abstract

In this paper, we investigate the complete f-moment convergence for weighted sums of asymptotically almost negatively associated (AANA, for short) random variables. Our results improve and generalize the corresponding ones of [M.M. Xi, X. Deng, X.J. Wang, and Z.Y. Cheng, L p convergence and complete convergence for weighted sums of AANA random variables, Commun. Stat. Theory Methods 47(22) (2018), pp. 5604–5613]. As an application of our main results, some results on the complete consistency for the estimator in semiparametric regression models are obtained and a simulation study is provided to assess the finite sample performance of the theoretical results. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
17442508
Volume :
95
Issue :
8
Database :
Complementary Index
Journal :
Stochastics: An International Journal of Probability & Stochastic Processes
Publication Type :
Academic Journal
Accession number :
173687983
Full Text :
https://doi.org/10.1080/17442508.2023.2229644